The COVID-19 Situation Report is a data intensive report that tries to portray an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic. If you would like to add additional metrics to this report, please send a mail to the author at .

Date of Report

Numbers as on EOD 

## [1] "2021-02-21"

COVID-19 Overall Stats (Worldwide)

Overall Confirmed Cases Count Worldwide 

## [1] "111433098 (up from 111119405 yesterday: 0.28 % increase)"

Overall Deaths Worldwide

Please note that the deaths is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] "2467139 (up from 2461259 yesterday: 0.24 % increase)"

Overall Confirmed Cases Count Worldwide in the past 21 Days 

## [1] 8465757

Overall Fatality Rate Worldwide in %

Please note that the fatality rate is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] 2.21



In- Depth Country Wise Stats (With Atleast 100000 COVID-19 Confirmations)

Overall Confirmed Cases and Deaths- Country Wise (With Fatality Rates)

Country_Region TotalConfirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days TotalDeaths NewDeaths DeathsPercentIncrease FatalityRate
US 28134115 56495 0.20 1947080 498897 1249 0.25 1.77
India 11005850 14199 0.13 248240 156385 83 0.05 1.42
Brazil 10168174 29026 0.29 963443 246504 527 0.21 2.42
United Kingdom 4127574 9835 0.24 299391 120810 217 0.18 2.93
Russia 4117992 12568 0.31 309644 81926 409 0.50 1.99
France 3664700 22046 0.61 408780 84430 159 0.19 2.30
Spain 3133122 0 0.00 390003 67101 0 0.00 2.14
Italy 2809246 13450 0.48 256214 95718 232 0.24 3.41
Turkey 2638422 6546 0.25 160959 28060 77 0.28 1.06
Germany 2394515 6094 0.26 168856 67946 63 0.09 2.84
Colombia 2226262 4244 0.19 131378 58834 149 0.25 2.64
Argentina 2064334 3709 0.18 137095 51198 76 0.15 2.48
Mexico 2041380 3104 0.15 177120 180107 310 0.17 8.82
Poland 1638767 7040 0.43 125382 42171 94 0.22 2.57
Iran 1574012 7931 0.51 156013 59483 74 0.12 3.78
South Africa 1503796 1429 0.10 50035 49053 113 0.23 3.26
Ukraine 1351190 4663 0.35 89644 26470 66 0.25 1.96
Peru 1283309 13786 1.09 145070 45097 407 0.91 3.51
Indonesia 1278653 7300 0.57 200339 34489 173 0.50 2.70
Czechia 1153159 6838 0.60 168385 19214 117 0.61 1.67
Netherlands 1071223 4701 0.44 79148 15340 17 0.11 1.43
Canada 850737 2407 0.28 67042 21675 44 0.20 2.55
Chile 799460 3615 0.45 72351 20042 68 0.34 2.51
Portugal 797525 1186 0.15 77009 15962 65 0.41 2.00
Romania 779695 2419 0.31 50952 19847 52 0.26 2.55
Belgium 754473 2094 0.28 44320 21903 16 0.07 2.90
Israel 750043 5530 0.74 106608 5577 51 0.92 0.74
Iraq 667937 3187 0.48 48301 13272 27 0.20 1.99
Sweden 631166 0 0.00 64209 12649 0 0.00 2.00
Pakistan 572334 1160 0.20 25906 12617 16 0.13 2.20
Philippines 561169 1881 0.34 35551 12088 20 0.17 2.15
Switzerland 547775 0 0.00 26455 9887 1 0.01 1.80
Bangladesh 543351 327 0.06 8212 8349 7 0.08 1.54
Morocco 481155 207 0.04 9998 8554 6 0.07 1.78
Austria 445374 1838 0.41 30976 8386 18 0.22 1.88
Serbia 436640 2518 0.58 41377 4337 16 0.37 0.99
Japan 424988 1036 0.24 34822 7485 47 0.63 1.76
Hungary 403023 2912 0.73 35437 14299 47 0.33 3.55
Saudi Arabia 375006 315 0.08 6932 6461 4 0.06 1.72
United Arab Emirates 370425 2250 0.61 66816 1125 17 1.53 0.30
Jordan 363728 3917 1.09 36873 4554 11 0.24 1.25
Lebanon 355073 1702 0.48 54021 4340 43 1.00 1.22
Panama 336521 484 0.14 16142 5742 15 0.26 1.71
Slovakia 292143 1686 0.58 42230 6505 81 1.26 2.23
Malaysia 283569 3297 1.18 68610 1056 5 0.48 0.37
Belarus 278312 1322 0.48 29976 1912 9 0.47 0.69
Ecuador 274673 1576 0.58 23845 15536 23 0.15 5.66
Nepal 273431 80 0.03 2472 2061 0 0.00 0.75
Georgia 268355 258 0.10 10244 3435 10 0.29 1.28
Kazakhstan 257100 712 0.28 21256 3152 2 0.06 1.23
Bolivia 242292 521 0.22 25457 11441 24 0.21 4.72
Croatia 239945 260 0.11 7519 5429 9 0.17 2.26
Bulgaria 236666 227 0.10 17918 9854 15 0.15 4.16
Dominican Republic 235462 960 0.41 21402 3038 10 0.33 1.29
Azerbaijan 233129 156 0.07 2910 3198 3 0.09 1.37
Tunisia 228362 719 0.32 19477 7793 38 0.49 3.41
Ireland 215057 679 0.32 18510 4136 1 0.02 1.92
Denmark 208265 496 0.24 9109 2339 5 0.21 1.12
Costa Rica 201678 0 0.00 8402 2763 0 0.00 1.37
Lithuania 194051 489 0.25 11508 3171 9 0.28 1.63
Slovenia 184767 415 0.23 18294 3776 7 0.19 2.04
Kuwait 184090 768 0.42 18833 1044 5 0.48 0.57
Greece 179802 884 0.49 22845 6297 25 0.40 3.50
Egypt 178151 608 0.34 12200 10353 55 0.53 5.81
Moldova 176752 507 0.29 16948 3780 20 0.53 2.14
West Bank and Gaza 173635 1320 0.77 14673 1976 5 0.25 1.14
Guatemala 171170 239 0.14 11666 6282 33 0.53 3.67
Armenia 170402 168 0.10 3376 3164 5 0.16 1.86
Honduras 165095 600 0.36 17252 3996 4 0.10 2.42
Qatar 160426 459 0.29 9091 256 0 0.00 0.16
Ethiopia 152806 949 0.62 15156 2279 8 0.35 1.49
Nigeria 152074 521 0.34 20832 1839 8 0.44 1.21
Paraguay 151718 987 0.65 18491 3065 20 0.66 2.02
Burma 141750 15 0.01 1605 3196 0 0.00 2.25
Oman 139362 868 0.63 5036 1552 3 0.19 1.11
Venezuela 136068 465 0.34 9141 1316 4 0.30 0.97
Libya 129797 472 0.36 11166 2114 26 1.25 1.63
Bosnia and Herzegovina 127537 0 0.00 6040 4979 0 0.00 3.90
Bahrain 117809 575 0.49 14752 423 3 0.71 0.36
Algeria 111917 153 0.14 4578 2961 3 0.10 2.65
Kenya 104201 208 0.20 3428 1823 6 0.33 1.75
China 100758 31 0.03 695 4833 0 0.00 4.80
Albania 100246 1184 1.20 22119 1666 13 0.79 1.66

In Depth USA Stats (State Wise Figures)

Confirmed Cases and Deaths- States of USA (With Fatality Rates)

State Confirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
California 3531846 4508 0.13 207582 49345 225 0.46 1.40 89386.16 1248.85 1 in 11
Texas 2600660 6844 0.26 224316 42162 121 0.29 1.62 89690.67 1454.07 1 in 11
Florida 1868772 5065 0.27 147395 29906 93 0.31 1.60 87009.73 1392.42 1 in 11
New York 1591672 6237 0.39 171765 46812 109 0.23 2.94 81819.06 2406.35 1 in 12
Illinois 1174330 1594 0.14 48029 22466 40 0.18 1.91 92672.55 1772.91 1 in 11
Georgia 985505 1758 0.18 76060 16744 2 0.01 1.70 92819.60 1577.03 1 in 11
Ohio 953767 1461 0.15 57975 16816 67 0.40 1.76 81594.56 1438.61 1 in 12
Pennsylvania 915639 1727 0.19 69593 23565 25 0.11 2.57 71523.18 1840.73 1 in 14
North Carolina 842637 2541 0.30 85111 10926 30 0.28 1.30 80342.32 1041.75 1 in 12
Arizona 807967 1804 0.22 49563 15505 25 0.16 1.92 106103.53 2036.14 1 in 9
New Jersey 766405 2030 0.27 69576 22858 24 0.11 2.98 86285.59 2573.46 1 in 12
Tennessee 765137 1129 0.15 37276 11133 18 0.16 1.46 111973.88 1629.26 1 in 9
Indiana 655541 881 0.13 28859 12372 36 0.29 1.89 97373.69 1837.73 1 in 10
Michigan 636269 0 0.00 26131 16342 0 0.00 2.57 63710.63 1636.35 1 in 16
Wisconsin 612240 451 0.07 20100 6871 0 0.00 1.12 105151.90 1180.09 1 in 10
Massachusetts 569284 1520 0.27 45259 15826 47 0.30 2.78 81917.22 2277.29 1 in 12
Virginia 564115 2303 0.41 59336 7331 134 1.86 1.30 66090.30 858.88 1 in 15
South Carolina 504149 2872 0.57 60763 8324 68 0.82 1.65 97917.46 1616.71 1 in 10
Missouri 491489 419 0.09 17512 8059 0 0.00 1.64 80080.61 1313.09 1 in 12
Alabama 486843 857 0.18 27204 9592 2 0.02 1.97 99291.18 1956.28 1 in 10
Minnesota 479036 879 0.18 17229 6500 9 0.14 1.36 84941.00 1152.56 1 in 12
Louisiana 424176 1889 0.45 23550 9466 26 0.28 2.23 91244.31 2036.23 1 in 11
Colorado 420614 802 0.19 24429 5892 5 0.08 1.40 73039.29 1023.14 1 in 14
Oklahoma 419354 1036 0.25 29882 4181 26 0.63 1.00 105978.54 1056.62 1 in 9
Kentucky 396997 979 0.25 34116 4447 21 0.47 1.12 88859.91 995.37 1 in 11
Maryland 376355 618 0.16 21882 7715 18 0.23 2.05 62251.89 1276.12 1 in 16
Utah 366735 701 0.19 20111 1852 10 0.54 0.50 114391.70 577.67 1 in 9
Iowa 359525 181 0.05 40117 5336 0 0.00 1.48 113951.51 1691.25 1 in 9
Washington 333794 0 0.00 22197 4822 0 0.00 1.44 43834.37 633.23 1 in 23
Arkansas 315514 284 0.09 20246 5357 9 0.17 1.70 104550.13 1775.12 1 in 10
Kansas 293215 0 0.00 16259 4573 0 0.00 1.56 100646.55 1569.69 1 in 10
Nevada 290972 301 0.10 12664 4872 4 0.08 1.67 94466.64 1581.74 1 in 11
Mississippi 290632 390 0.13 15631 6553 0 0.00 2.25 97653.71 2201.84 1 in 10
Connecticut 273101 0 0.00 23078 7523 0 0.00 2.75 76600.00 2110.07 1 in 13
Nebraska 198949 198 0.10 8236 2047 0 0.00 1.03 102847.49 1058.20 1 in 10
New Mexico 182789 314 0.17 8725 3624 14 0.39 1.98 87174.01 1728.32 1 in 11
Idaho 169150 0 0.00 6467 1826 0 0.00 1.08 94388.32 1018.94 1 in 11
Oregon 152818 107 0.07 10402 2155 1 0.05 1.41 36232.23 510.94 1 in 28
West Virginia 129616 252 0.19 8615 2261 7 0.31 1.74 72526.77 1265.14 1 in 14
Rhode Island 123145 0 0.00 8707 2376 0 0.00 1.93 116244.60 2242.86 1 in 9
South Dakota 111304 139 0.13 3054 1863 4 0.22 1.67 125815.71 2105.90 1 in 8
North Dakota 99277 49 0.05 1648 1468 1 0.07 1.48 130274.18 1926.35 1 in 8
Puerto Rico 99084 249 0.25 5460 1979 22 1.12 2.00 31024.89 619.66 1 in 32
Montana 98779 138 0.14 4830 1342 1 0.07 1.36 92422.37 1255.64 1 in 11
Delaware 84732 201 0.24 6661 1367 1 0.07 1.61 87014.92 1403.83 1 in 11
New Hampshire 73413 252 0.34 7464 1154 1 0.09 1.57 53991.62 848.71 1 in 19
Alaska 57393 0 0.00 3042 289 0 0.00 0.50 78454.50 395.05 1 in 13
Wyoming 53795 112 0.21 1883 662 0 0.00 1.23 92948.88 1143.83 1 in 11
Maine 43497 130 0.30 4173 658 0 0.00 1.51 32358.74 489.51 1 in 31
District of Columbia 39648 95 0.24 2776 995 1 0.10 2.51 56178.61 1409.85 1 in 18
Hawaii 27361 64 0.23 1289 430 1 0.23 1.57 19324.49 303.70 1 in 52
Vermont 14493 134 0.93 2528 197 1 0.51 1.36 23226.37 315.71 1 in 43

US Tested- Confirmed Funnel (All States)

State Level Figures

State Tested Confirmed ConfirmationRate TestedinPast21Days ConfirmedinPast21Days ConfirmationRateForPast21Days TestsPerMillPopl
1 California 47043348 3531846 7.51 4764330 207582 4.36 1190602.4
2 Texas 19165851 2600660 13.57 1766731 224316 12.70 660985.3
3 Florida 21132651 1868772 8.84 1975141 147395 7.46 983932.8
4 New York 36461592 1591672 4.37 4299841 171765 3.99 1874288.8
5 Illinois 17622800 1174330 6.66 1583508 48029 3.03 1390707.8
6 Georgia 7042229 985505 13.99 589483 76060 12.90 663271.0
7 Ohio 9781894 953767 9.75 707824 57975 8.19 836838.9
8 Pennsylvania 10070782 915639 9.09 5590407 69593 1.24 786657.6
9 North Carolina 10031223 842637 8.40 1087602 85111 7.83 956440.0
10 Arizona 3693817 807967 21.87 236501 49563 20.96 485078.0
11 New Jersey 10332587 766405 7.42 924613 69576 7.52 1163292.7
12 Tennessee 6796955 765137 11.26 359115 37276 10.38 994699.5
13 Indiana 7754038 655541 8.45 739515 28859 3.90 1151780.4
14 Michigan 10046701 636269 6.33 680344 26131 3.84 1005992.3
15 Wisconsin 6677613 612240 9.17 500038 20100 4.02 1146876.6
16 Massachusetts 15549944 569284 3.66 1917046 45259 2.36 2237562.0
17 Virginia 5749734 564115 9.81 515579 59336 11.51 673624.4
18 South Carolina 4847710 504149 10.40 620185 60763 9.80 941538.0
19 Missouri 4395885 491489 11.18 239093 17512 7.32 716242.2
20 Alabama 2257675 486843 21.56 116970 27204 23.26 460450.7
21 Minnesota 6754710 479036 7.09 518070 17229 3.33 1197721.8
22 Louisiana 5416687 424176 7.83 409239 23550 5.75 1165181.1
23 Colorado 6011339 420614 7.00 559289 24429 4.37 1043864.3
24 Oklahoma 3415549 419354 12.28 230736 29882 12.95 863172.6
25 Kentucky 3807556 396997 10.43 217334 34116 15.70 852245.9
26 Maryland 7654818 376355 4.92 641664 21882 3.41 1266163.3
27 Utah 2796344 366735 13.11 188986 20111 10.64 872233.5
28 Iowa 1300171 359525 27.65 46483 40117 86.30 412089.4
29 Washington 5074078 333794 6.58 525839 22197 4.22 666336.1
30 Arkansas 2602624 315514 12.12 171086 20246 11.83 862417.1
31 Kansas 1238423 293215 23.68 69700 16259 23.33 425090.8
32 Nevada 2662867 290972 10.93 174818 12664 7.24 864523.4
33 Mississippi 1684015 290632 17.26 114526 15631 13.65 565836.9
34 Connecticut 6440305 273101 4.24 732013 23078 3.15 1806391.7
35 Nebraska 2314397 198949 8.60 214274 8236 3.84 1196436.8
36 New Mexico 2609761 182789 7.00 266306 8725 3.28 1244622.7
37 Idaho 630724 169150 26.82 27609 6467 23.42 351953.8
38 Oregon 3465787 152818 4.41 303037 10402 3.43 821717.2
39 West Virginia 2141232 129616 6.05 195653 8615 4.40 1198128.6
40 Rhode Island 2853784 123145 4.32 356513 8707 2.44 2693873.0
41 South Dakota 417775 111304 26.64 15162 3054 20.14 472244.1
42 North Dakota 1393460 99277 7.12 47461 1648 3.47 1828538.9
44 Montana 1052180 98779 9.39 95692 4830 5.05 984470.1
45 Delaware 1356971 84732 6.24 126088 6661 5.28 1393531.7
46 New Hampshire 1410731 73413 5.20 148574 7464 5.02 1037522.7
47 Alaska 1629829 57393 3.52 129504 3042 2.35 2227927.2
48 Wyoming 620388 53795 8.67 -14597 1883 -12.90 1071928.0
49 Maine 1542898 43497 2.82 166301 4173 2.51 1147808.5
50 District of Columbia 1195253 39648 3.32 94787 2776 2.93 1693595.0
51 Hawaii 1063576 27361 2.57 76101 1289 1.69 751180.9
52 Vermont 1021885 14493 1.42 124534 2528 2.03 1637665.1

In Depth Italy Stats (Region Wise Figures)

Confirmed Cases and Deaths- Regions of Italy (With Fatality and Confirmation Rates)

Region Swabs Confirmations NewConfirmations CasesPercentIncrease ConfirmationRate HospitalizedWithSymptoms IntensiveCare ActiveCases Deceased FatalityRate
Lombardia 6365027 579280 2514 0.44 9.10 3741 386 55045 28058 4.84
Veneto 4798655 326507 718 0.22 6.80 764 102 22085 9712 2.97
Campania 2794759 253116 1658 0.66 9.06 1300 120 71294 4120 1.63
Emilia-Romagna 3624288 246020 1852 0.76 6.79 1939 184 36028 10345 4.20
Piemonte 2435595 238949 802 0.34 9.81 1868 138 12820 9265 3.88
Lazio 3895727 225814 1048 0.47 5.80 1859 234 35439 5719 2.53
Sicilia 2272179 148990 411 0.28 6.56 846 143 29180 3999 2.68
Toscana 2588263 148821 968 0.65 5.75 744 147 14215 4546 3.05
Puglia 1494986 140459 758 0.54 9.40 1262 169 33198 3765 2.68
Liguria 988266 75774 266 0.35 7.67 516 54 4890 3573 4.72
Friuli Venezia Giulia 1296872 73963 284 0.39 5.70 350 57 9274 2764 3.74
Marche 793433 63739 488 0.77 8.03 531 75 8912 2184 3.43
P.A. Bolzano 672688 51590 313 0.61 7.67 246 36 6959 980 1.90
Abruzzo 918825 51093 503 0.99 5.56 586 76 12924 1620 3.17
Umbria 774186 42992 270 0.63 5.55 468 83 8548 983 2.29
Sardegna 718833 40688 33 0.08 5.66 275 26 13208 1113 2.74
Calabria 568373 36586 170 0.47 6.44 167 16 6367 666 1.82
P.A. Trento 588274 31982 259 0.82 5.44 167 29 3109 1194 3.73
Basilicata 237670 14845 65 0.44 6.25 78 4 3578 365 2.46
Molise 156374 10074 67 0.67 6.44 91 14 1689 333 3.31
Valle d’Aosta 75666 7964 5 0.06 10.53 6 1 133 414 5.20

In Depth Canada Stats (With Province Level Figures)

Confirmed Cases and Deaths- Provinces of Canada (With Fatality Rates)

Province Confirmed NewConfirmations CasesPercentIncrease Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
Ontario 298154 1143 0.38 6861 13 0.19 2.30 20266.28 466.36 1 in 49
Quebec 282122 666 0.24 10307 15 0.15 3.65 33044.36 1207.24 1 in 30
Alberta 131063 328 0.25 1827 9 0.50 1.39 29698.31 413.99 1 in 34
British Columbia 75835 0 0.00 1327 0 0.00 1.75 14837.85 259.64 1 in 67
Manitoba 31386 57 0.18 884 2 0.23 2.82 22784.47 641.73 1 in 44
Saskatchewan 27620 182 0.66 372 4 1.09 1.35 23373.78 314.81 1 in 43
Nova Scotia 1609 1 0.06 65 0 0.00 4.04 1646.11 66.50 1 in 607
New Brunswick 1424 4 0.28 25 1 4.17 1.76 1825.66 32.05 1 in 548
Newfoundland and Labrador 926 25 2.77 4 0 0.00 0.43 1776.11 7.67 1 in 563
Nunavut 339 1 0.30 1 0 0.00 0.29 NA NA 1 in NA
Prince Edward Island 114 0 0.00 0 0 NaN 0.00 720.80 0.00 1 in 1387
Yukon 72 0 0.00 1 0 0.00 1.39 1752.76 24.34 1 in 571
Northwest Territories 47 0 0.00 0 0 NaN 0.00 1046.68 0.00 1 in 955
Repatriated Travellers 13 0 0.00 0 0 NaN 0.00 NA NA 1 in NA

Time Series Curves (Top 20 Countries with the Highest Cases)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most confirmed COVID-19 cases as of today in decreasing order of confirmations.

Confirmed Cases Count (Linear)

Country Wise Time Series Curve

Confirmed Cases Count (Logarithmic)

Country Wise Time Series Curve

Time Series Curves (Top 20 Countries with the Highest Deaths)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most COVID-19 deaths as of today in decreasing order of confirmations.

Death Count (Linear)

Country Wise Time Series Curve

Death Count (Logarithmic)

Country Wise Time Series Curve

Epidemic Curve: Delta in the past 24 hrs (Top 20 Countries with the Highest Cases)

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various countries. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 20 countries in the world as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Delta in Confirmed Cases

Number of New Cases in the past 24 hrs

Delta in Deaths

Number of Deaths in the past 24 hrs

Measuring Outbreak Velocity: 5 Day Lagging Average Doubling Time (Top 20 Countries with the Highest Cases)

The velocity of an outbreak is determined by a construct known as doubling time. This value describes the number of days, on average, required for the number of cases to double in a given area. For our analysis we use average doubling time, which can be defined as the number of days, on average, required for the average number of COVID-19 cases to double in a given area.

This measure can describe COVID-19 behavior worldwide, in a country, or even in a smaller region such as a state. For our analysis, we will discuss average doubling time at a national level for the top 20 most affected countries.

Below, we have calculated average doubling time for several nations, on a trailing, rolling 5-day basisbased on today’s case values. A decline in average doubling time indicates that the COVID-19 outbreak (confirmation rate) is accelerating (average cases double in fewer days), while an increase of average doubling time indicates that the outbreak is slowing.

Ideally, when social distancing and lockdowns are implemented aggressively in a country and after some period of delay, doubling times should begin to increase in a matter of days, weeks, or months, depending upon the severity of the epidemic and the degree of social distancing achievable.

Given the fact that many countries across the world have already enacted or implemented social distancing measures, this is why one should be cautious not to extrapolate COVID-19 growth rates from trailing statistics.

5 Day Lagging Avg Doubling Time of Confirmations

Confirmed Cases and Deaths Per Million Population and Infection Odds

This metric confirmed cases per million population and deaths per million population shows the extent to which the disease has spread with respect to the population of the country. The metric Infection Odds shows 1 in how many people are infected with COVID-19 in the corresponding country.

For the top 20 countries with most confirmed cases excluding cruise ships

Country_Region ConfirmedCasesPerMillionPopl DeathsPerMillionPopl InfectionOdds
US 85984.46 1524.75 1 in 12
India 8219.45 116.79 1 in 122
Brazil 48581.82 1177.75 1 in 21
United Kingdom 62124.83 1818.33 1 in 16
Russia 28498.21 566.96 1 in 35
France 54705.18 1260.34 1 in 18
Spain 67147.92 1438.08 1 in 15
Italy 46449.17 1582.64 1 in 22
Turkey 32649.70 347.23 1 in 31
Germany 28922.76 820.70 1 in 35
Colombia 45369.11 1198.98 1 in 22
Argentina 46630.54 1156.49 1 in 21
Mexico 15800.15 1394.02 1 in 63
Poland 43148.16 1110.35 1 in 23
Iran 19393.94 732.91 1 in 52
South Africa 26512.62 864.83 1 in 38
Ukraine NA NA 1 in NA
Peru 39891.48 1401.83 1 in 25
Indonesia 4843.38 130.64 1 in 206
Czechia 108277.84 1804.13 1 in 9

US Detailed State and County Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the state/ county level in USA.

Epidemic Curve: Delta in Confirmed Cases in US States

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various US states. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 30 states in USA as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in US States

Number of Deaths in the past 24 hrs

Top 100 US Counties with the Highest Cases and Deaths

All NYC boroughs are mentioned together as New York County

County State Confirmations Deaths FatalityRate
Los Angeles California 1180505 19885 1.68
Maricopa Arizona 504992 8835 1.75
Cook Illinois 469935 9254 1.97
Miami-Dade Florida 402265 5290 1.32
Harris Texas 342309 4851 1.42
Riverside California 287534 3633 1.26
San Bernardino California 284639 2612 0.92
Dallas Texas 276945 3272 1.18
Orange California 259305 3810 1.47
San Diego California 257030 3190 1.24
Tarrant Texas 238077 2731 1.15
Clark Nevada 224469 3780 1.68
Queens New York 203097 8628 4.25
Kings New York 201409 8937 4.44
Bexar Texas 193461 2752 1.42
Broward Florida 189833 2340 1.23
Suffolk New York 158029 3031 1.92
Nassau New York 143615 2867 2.00
Bronx New York 138191 5758 4.17
Salt Lake Utah 137117 733 0.53
El Paso Texas 121503 2301 1.89
Palm Beach Florida 117559 2394 2.04
Philadelphia Pennsylvania 116242 3071 2.64
Orange Florida 111886 1071 0.96
Franklin Ohio 110499 1181 1.07
Middlesex Massachusetts 109679 3382 3.08
Santa Clara California 109054 1729 1.59
Hillsborough Florida 108964 1448 1.33
Pima Arizona 108341 2149 1.98
Milwaukee Wisconsin 106336 1258 1.18
Westchester New York 104400 2054 1.97
Kern California 101738 773 0.76
Wayne Michigan 100372 4118 4.10
Hennepin Minnesota 99347 1576 1.59
New York New York 98989 3822 3.86
Mecklenburg North Carolina 94829 838 0.88
Fresno California 94234 1367 1.45
Cuyahoga Ohio 93959 1691 1.80
Sacramento California 92057 1431 1.55
Gwinnett Georgia 90299 923 1.02
Marion Indiana 89923 1619 1.80
Utah Utah 89068 319 0.36
Duval Florida 87607 1091 1.25
St. Louis Missouri 87465 1917 2.19
Shelby Tennessee 86134 1451 1.68
Fulton Georgia 83547 1092 1.31
King Washington 82835 1357 1.64
Essex Massachusetts 82488 2125 2.58
Collin Texas 81208 694 0.85
Davidson Tennessee 80349 830 1.03
Providence Rhode Island 80264 1731 2.16
Oklahoma Oklahoma 79804 700 0.88
Alameda California 79539 1200 1.51
Fairfield Connecticut 78181 2027 2.59
Suffolk Massachusetts 76787 1673 2.18
Ventura California 76757 782 1.02
DuPage Illinois 75826 1183 1.56
Allegheny Pennsylvania 74866 1685 2.25
Bergen New Jersey 74689 2590 3.47
Travis Texas 73809 819 1.11
Oakland Michigan 73744 1977 2.68
Wake North Carolina 72988 519 0.71
Hidalgo Texas 72723 2584 3.55
Hamilton Ohio 72213 935 1.29
Prince George’s Maryland 72122 1305 1.81
Jefferson Kentucky 71764 779 1.09
Essex New Jersey 71592 2643 3.69
Middlesex New Jersey 70672 2061 2.92
Jefferson Alabama 70177 1334 1.90
Tulsa Oklahoma 70029 672 0.96
New Haven Connecticut 69233 1891 2.73
Hartford Connecticut 68527 2251 3.28
Cobb Georgia 68087 881 1.29
Hudson New Jersey 67058 1972 2.94
San Joaquin California 65891 1026 1.56
Fairfax Virginia 65204 851 1.31
Pinellas Florida 64951 1414 2.18
Will Illinois 64251 882 1.37
Worcester Massachusetts 64147 2003 3.12
Erie New York 63468 1574 2.48
Douglas Nebraska 63312 615 0.97
Greenville South Carolina 62535 837 1.34
Montgomery Maryland 62436 1396 2.24
Contra Costa California 61628 654 1.06
Denton Texas 60167 603 1.00
Lake Illinois 58711 914 1.56
Denver Colorado 58534 762 1.30
Macomb Michigan 58002 1949 3.36
Polk Iowa 57179 537 0.94
Lee Florida 56638 865 1.53
Ocean New Jersey 56631 1812 3.20
Fort Bend Texas 56104 537 0.96
Polk Florida 55861 1107 1.98
DeKalb Georgia 55659 790 1.42
Passaic New Jersey 55633 1661 2.99
Union New Jersey 55304 1737 3.14
Stanislaus California 55191 926 1.68
Richmond New York 55168 1549 2.81
Monmouth New Jersey 54840 1376 2.51
Bristol Massachusetts 54825 1466 2.67

Overall US Choropleth Map

Choropleths are an ideal way to visualize the past/ current COVID-19 hotspots within a country. The below were the overall (not current) hotspots in the US.

County level COVID-19 Confirmations Map

Canada Detailed Province Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the province level in Canada.

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in the most affected Canadian provinces- Quebec, Ontario, Alberta and British Columbia. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Epidemic Curve: Delta in Confirmed Cases in Canadian Provinces

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in Canadian Provinces

Number of Deaths in the past 24 hrs

Data Sources

Github Repo: CSSEGISandData, The NY Times, amodm/api-covid19-in and pcm-dpc